Structured data and product feeds help AI discover products, but they don’t replace product pages. PDPs remain essential for trust, conversions, creator messaging and SEO; feeds are useful but often incomplete.
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Updated data through August 2026 shows Google Ads impressions and conversions shifting from short keywords to 3–4-word and longer conversational queries after AI Mode. Advertisers must prioritize long-tail targeting, sharpen ad scent and reallocate budget to stay efficient.
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Adobe Analytics finds AI-referred visitors convert 60% better and spend 53% more per visit than other traffic, but 39% of retail homepages remain not machine-readable — a risk for retailers missing AI-driven demand.
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Traffic that arrives after an LLM recommendation behaves differently from PPC clicks: higher trust, deeper intent and a need for verification. Marketers should redesign landing experiences, earn citations with original content, and update measurement beyond last-click.
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